Overview

The “AI ML with Python and Deep Learning” course provides a comprehensive introduction to Artificial Intelligence, Machine Learning, and Deep Learning concepts, with a focus on practical implementation using Python. Participants will gain hands-on experience in Python programming, data handling, basic statistics, machine learning tools and techniques, and building and validating models. The course also covers advanced topics such as neural networks and deep learning using TensorFlow. Through problem-solving and case studies, participants will develop the skills required to apply AI and ML techniques to real-world scenarios.

Objectives

At the end of AI ML with Python and Deep Learning training course, participants wills

• Have a solid understanding of Python programming basics and data handling.
• Possess knowledge of basic statistics and reporting.
• Be familiar with various machine learning tools and techniques.
• Acquire skills in implementing basic and advanced algorithms in machine learning.
• Gain expertise in model building and validation techniques.

Prerequisites

• Elementary programming knowledge
• Familiarity with statistics


Course Outline

Python Programming & Basic Statistic

• Introduction to Artificial Intelligence & Machine Learning
• Introduction to Machine Learning tools and techniques
• Introduction to Statistics: Data Distributions, Mean, Variance, Standard Deviation, Probability
• Data Visualization & Graphs: Types of Charts, Factors Influencing Chart Selection, Scatter Plot, Mekko, Heat Map, Bubble Chart
• Introduction to Python: Software Setup, Data Types, Strings, Variables, Loops, Decision Making
• Sequences and File Operations: Python I/O Functions, Lists, Tuples, Functions, OOPs
• Working with Modules and Handling Exceptions: Standard Libraries, Modules in Python (OS, Sys, Date and Time, etc.), Errors and Exception Handling

Advanced Python Programming, Visualization, Web Scraping using Python

• Introduction to NumPy & Pandas: Creating Arrays, Mathematical Operations, Reading/Writing Data, Data Manipulation
• Data Visualization using Python modules: Matplotlib Library, Grids, Axes, Plots, Markers, Colors, Fonts, Bar Graphs, Pie Charts, Histograms
• Web Scraping using Python Libraries: Beautiful Soup, Scrapy, Hands-on Web Scraping
• Data Handling, Data Validation, and Graphs: Packages used in Machine Learning, Data Importing, Working with Datasets, Descriptive Statistics, Central Tendency, Variance, Percentiles, Outlier Detection, Variable Distribution Charts

Classification using Linear Regression, Logistic Regression, and Trees

• Introduction to Machine Learning: Supervised Learning, Unsupervised Learning, Reinforcement Learning
• Regression Analysis: Correlation, Simple Regression Models, R-Square, Multiple Regression, Multicollinearity, Individual Variable Impact
• Logistic Regression: Need for Logistic Regression, Logistic Regression Models, Model Validation, Multicollinearity, Confusion Matrix
• Decision Trees: Segmentation, Entropy, Information Gain, Building and Validating Decision Trees, Pruning, Fine-tuning, Prediction
• Sentiment Analysis: Understanding Sentiment Analysis, Hands-on Sentiment Analysis using Twitter Data

Supervised Learning, Unsupervised Learning, and Algorithms

• Supervised Learning: Naïve Bayes Classifier, Support Vector Machine
• Unsupervised Learning & Cluster Analysis: Supervised vs. Unsupervised Learning, Cluster Analysis, K-Means Clustering Algorithm, Building and Interpreting Clusters
• Chatbots: Understanding Chatbots, Hands-on Chatbot Session

Model Validation Techniques & Neural Networks with TensorFlow


Testimonials



Synergific Software Team has been very supportive, and working with them has been a best decision that we could ever made, They are just a call away. You guys are AWESOME, Thank You, Keep up the Good Work!!!

Shamsudeen Bawa

Vice President, J.P Morgan, CIS, USA



Synergific Software has been of great help and I plan to continue to use your services in the future for my business needs.

Farhan Hafiz

Data Architect, Fiserv



I think Synergific Software is great. I liked that it was hassle free and easy to set up. Again, it's a great feature for a fast and cheap set up, which gives me peace of mind, as I know have a terms of use agreement.

Dr. Sahdev Singh

Under Secretary, Ministry of Law & Justice, Govt. of India



I liked using Synergific Software very much. I thought the website was easy to navigate and the instructions for generating the terms was clear. I even recommended you on a Facebook Group I am a member of.

M Chikanna Swamy

Director & Learning Head, Mindtree